{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "filled-multiple",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The root path: /Users/xuanyidong/Desktop/AutoDL-Projects\n",
      "The library path: /Users/xuanyidong/Desktop/AutoDL-Projects/lib\n"
     ]
    }
   ],
   "source": [
    "import os, sys\n",
    "import torch\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "__file__ = os.path.dirname(os.path.realpath(\"__file__\"))\n",
    "root_dir = (Path(__file__).parent / \"..\").resolve()\n",
    "lib_dir = (root_dir / \"lib\").resolve()\n",
    "print(\"The root path: {:}\".format(root_dir))\n",
    "print(\"The library path: {:}\".format(lib_dir))\n",
    "assert lib_dir.exists(), \"{:} does not exist\".format(lib_dir)\n",
    "if str(lib_dir) not in sys.path:\n",
    "    sys.path.insert(0, str(lib_dir))\n",
    "\n",
    "from datasets.synthetic_example import create_example_v1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "consistent-transition",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 5760x2880 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def visualize_env():\n",
    "    \n",
    "    dpi, width, height = 10, 800, 400\n",
    "    figsize = width / float(dpi), height / float(dpi)\n",
    "    LabelSize, LegendFontsize, font_gap = 40, 40, 5\n",
    "\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "\n",
    "    dynamic_env, _ = create_example_v1(num_per_task=250)\n",
    "    \n",
    "    timeaxis, xaxis, yaxis = [], [], []\n",
    "    for timestamp, dataset in dynamic_env:\n",
    "        num = dataset[0].shape[0]\n",
    "        timeaxis.append(torch.zeros(num) + timestamp)\n",
    "        xaxis.append(dataset[0][:,0])\n",
    "        # compute the ground truth\n",
    "        # function.set_timestamp(timestamp)\n",
    "        yaxis.append(dataset[1][:,0])\n",
    "        \n",
    "    timeaxis = torch.cat(timeaxis).numpy()\n",
    "    # import pdb; pdb.set_trace()\n",
    "    xaxis = torch.cat(xaxis).numpy()\n",
    "    yaxis = torch.cat(yaxis).numpy()\n",
    "\n",
    "    cur_ax = fig.add_subplot(2, 1, 1)\n",
    "    cur_ax.scatter(timeaxis, xaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n",
    "    cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n",
    "    cur_ax.set_ylabel(\"X\", rotation=0, fontsize=LabelSize)\n",
    "    for tick in cur_ax.xaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "        tick.label.set_rotation(10)\n",
    "    for tick in cur_ax.yaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "    \n",
    "    cur_ax = fig.add_subplot(2, 1, 2)\n",
    "    cur_ax.scatter(timeaxis, yaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n",
    "    cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n",
    "    cur_ax.set_ylabel(\"Y\", rotation=0, fontsize=LabelSize)\n",
    "    for tick in cur_ax.xaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "        tick.label.set_rotation(10)\n",
    "    for tick in cur_ax.yaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "    plt.show()\n",
    "\n",
    "visualize_env()"
   ]
  }
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